Overview
Brought to you by YData
Dataset statistics
| Number of variables | 30 |
|---|---|
| Number of observations | 168 |
| Missing cells | 1061 |
| Missing cells (%) | 21.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 34.9 KiB |
| Average record size in memory | 212.8 B |
Variable types
| Categorical | 6 |
|---|---|
| Numeric | 11 |
| Boolean | 4 |
| Text | 5 |
| Unsupported | 4 |
año is highly overall correlated with calidad_de_agua and 13 other fields | High correlation |
calidad_de_agua is highly overall correlated with año and 1 other fields | High correlation |
campaña is highly overall correlated with año and 3 other fields | High correlation |
clorofila_a_ug_l is highly overall correlated with año and 3 other fields | High correlation |
codigo is highly overall correlated with microcistina_ug_l and 1 other fields | High correlation |
color is highly overall correlated with espumas and 2 other fields | High correlation |
cr_total_mg_l is highly overall correlated with año | High correlation |
dbo_mg_l is highly overall correlated with año and 2 other fields | High correlation |
dqo_mg_l is highly overall correlated with año and 2 other fields | High correlation |
espumas is highly overall correlated with color and 3 other fields | High correlation |
fecha is highly overall correlated with año and 3 other fields | High correlation |
ica is highly overall correlated with año and 2 other fields | High correlation |
mat_susp is highly overall correlated with color and 3 other fields | High correlation |
microcistina_ug_l is highly overall correlated with año and 7 other fields | High correlation |
od is highly overall correlated with año and 1 other fields | High correlation |
olores is highly overall correlated with color and 3 other fields | High correlation |
ph is highly overall correlated with año and 1 other fields | High correlation |
sitios is highly overall correlated with codigo and 1 other fields | High correlation |
tem_agua is highly overall correlated with año and 5 other fields | High correlation |
tem_aire is highly overall correlated with año and 3 other fields | High correlation |
turbiedad_ntu is highly overall correlated with año | High correlation |
año is highly imbalanced (86.5%) | Imbalance |
tem_agua has 23 (13.7%) missing values | Missing |
tem_aire has 24 (14.3%) missing values | Missing |
od has 36 (21.4%) missing values | Missing |
ph has 56 (33.3%) missing values | Missing |
dbo_mg_l has 80 (47.6%) missing values | Missing |
dqo_mg_l has 72 (42.9%) missing values | Missing |
turbiedad_ntu has 19 (11.3%) missing values | Missing |
hidr_deriv_petr_ug_l has 168 (100.0%) missing values | Missing |
cr_total_mg_l has 131 (78.0%) missing values | Missing |
cd_total_mg_l has 168 (100.0%) missing values | Missing |
clorofila_a_ug_l has 92 (54.8%) missing values | Missing |
microcistina_ug_l has 161 (95.8%) missing values | Missing |
ica has 14 (8.3%) missing values | Missing |
calidad_de_agua has 14 (8.3%) missing values | Missing |
sitios is uniformly distributed | Uniform |
codigo is uniformly distributed | Uniform |
p_total_l_mg_l is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
fosf_ortofos_mg_l is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
hidr_deriv_petr_ug_l is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
cd_total_mg_l is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
clorofila_a_ug_l has 5 (3.0%) zeros | Zeros |
Reproduction
| Analysis started | 2024-10-30 21:53:21.969473 |
|---|---|
| Analysis finished | 2024-10-30 21:54:02.513636 |
| Duration | 40.54 seconds |
| Software version | ydata-profiling vv4.12.0 |
| Download configuration | config.json |
Variables
sitios
Categorical
High correlation  Uniform 
| Distinct | 42 |
|---|---|
| Distinct (%) | 25.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 KiB |
| Canal Villanueva y Río Luján | 4 |
|---|---|
| Río Lujan y Arroyo Caraguatá | 4 |
| Canal Aliviador y Río Lujan | 4 |
| Río Carapachay y Arroyo Gallo Fiambre | 4 |
| Río Reconquista y Río Lujan | 4 |
| Other values (37) |
Length
| Max length | 41 |
|---|---|
| Median length | 27.5 |
| Mean length | 23.238095 |
| Min length | 8 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Canal Villanueva y Río Luján |
|---|---|
| 2nd row | Río Lujan y Arroyo Caraguatá |
| 3rd row | Canal Aliviador y Río Lujan |
| 4th row | Río Carapachay y Arroyo Gallo Fiambre |
| 5th row | Río Reconquista y Río Lujan |
Common Values
| Value | Count | Frequency (%) |
| Canal Villanueva y Río Luján | 4 | 2.4% |
| Río Lujan y Arroyo Caraguatá | 4 | 2.4% |
| Canal Aliviador y Río Lujan | 4 | 2.4% |
| Río Carapachay y Arroyo Gallo Fiambre | 4 | 2.4% |
| Río Reconquista y Río Lujan | 4 | 2.4% |
| Rio Tigre 100m antes del Rio Luján | 4 | 2.4% |
| Río Lujan y Canal San Fernando | 4 | 2.4% |
| Río Capitán y Río San Antonio | 4 | 2.4% |
| Arroyo Abra Vieja y Santa Rosa | 4 | 2.4% |
| Del Arca | 4 | 2.4% |
| Other values (32) | 128 |
Length
| Value | Count | Frequency (%) |
| y | 40 | 5.9% |
| río | 36 | 5.3% |
| de | 32 | 4.7% |
| arroyo | 24 | 3.5% |
| espigón | 16 | 2.4% |
| lujan | 16 | 2.4% |
| canal | 12 | 1.8% |
| la | 12 | 1.8% |
| playa | 12 | 1.8% |
| reserva | 12 | 1.8% |
| Other values (94) | 468 |
Most occurring characters
| Value | Count | Frequency (%) |
| 512 | 13.1% | |
| a | 476 | 12.2% |
| o | 312 | 8.0% |
| e | 228 | 5.8% |
| r | 224 | 5.7% |
| l | 192 | 4.9% |
| n | 192 | 4.9% |
| i | 160 | 4.1% |
| s | 120 | 3.1% |
| c | 108 | 2.8% |
| Other values (47) | 1380 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3904 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 512 | 13.1% | |
| a | 476 | 12.2% |
| o | 312 | 8.0% |
| e | 228 | 5.8% |
| r | 224 | 5.7% |
| l | 192 | 4.9% |
| n | 192 | 4.9% |
| i | 160 | 4.1% |
| s | 120 | 3.1% |
| c | 108 | 2.8% |
| Other values (47) | 1380 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3904 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 512 | 13.1% | |
| a | 476 | 12.2% |
| o | 312 | 8.0% |
| e | 228 | 5.8% |
| r | 224 | 5.7% |
| l | 192 | 4.9% |
| n | 192 | 4.9% |
| i | 160 | 4.1% |
| s | 120 | 3.1% |
| c | 108 | 2.8% |
| Other values (47) | 1380 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3904 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 512 | 13.1% | |
| a | 476 | 12.2% |
| o | 312 | 8.0% |
| e | 228 | 5.8% |
| r | 224 | 5.7% |
| l | 192 | 4.9% |
| n | 192 | 4.9% |
| i | 160 | 4.1% |
| s | 120 | 3.1% |
| c | 108 | 2.8% |
| Other values (47) | 1380 |
codigo
Categorical
High correlation  Uniform 
| Distinct | 42 |
|---|---|
| Distinct (%) | 25.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 KiB |
| TI001 | 4 |
|---|---|
| TI006 | 4 |
| TI002 | 4 |
| TI003 | 4 |
| TI004 | 4 |
| Other values (37) |
Length
| Max length | 8 |
|---|---|
| Median length | 5 |
| Mean length | 5.0714286 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | TI001 |
|---|---|
| 2nd row | TI006 |
| 3rd row | TI002 |
| 4th row | TI003 |
| 5th row | TI004 |
Common Values
| Value | Count | Frequency (%) |
| TI001 | 4 | 2.4% |
| TI006 | 4 | 2.4% |
| TI002 | 4 | 2.4% |
| TI003 | 4 | 2.4% |
| TI004 | 4 | 2.4% |
| TI005 | 4 | 2.4% |
| TI007 | 4 | 2.4% |
| TI008 | 4 | 2.4% |
| TI009 | 4 | 2.4% |
| SF015 | 4 | 2.4% |
| Other values (32) | 128 |
Length
| Value | Count | Frequency (%) |
| ti001 | 4 | 2.4% |
| ti006 | 4 | 2.4% |
| ti002 | 4 | 2.4% |
| ti003 | 4 | 2.4% |
| ti004 | 4 | 2.4% |
| ti005 | 4 | 2.4% |
| ti007 | 4 | 2.4% |
| ti008 | 4 | 2.4% |
| ti009 | 4 | 2.4% |
| sf015 | 4 | 2.4% |
| Other values (32) | 128 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 204 | |
| I | 52 | 6.1% |
| 2 | 44 | 5.2% |
| S | 40 | 4.7% |
| 4 | 40 | 4.7% |
| 3 | 40 | 4.7% |
| T | 36 | 4.2% |
| 1 | 36 | 4.2% |
| 5 | 36 | 4.2% |
| A | 36 | 4.2% |
| Other values (20) | 288 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 852 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 204 | |
| I | 52 | 6.1% |
| 2 | 44 | 5.2% |
| S | 40 | 4.7% |
| 4 | 40 | 4.7% |
| 3 | 40 | 4.7% |
| T | 36 | 4.2% |
| 1 | 36 | 4.2% |
| 5 | 36 | 4.2% |
| A | 36 | 4.2% |
| Other values (20) | 288 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 852 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 204 | |
| I | 52 | 6.1% |
| 2 | 44 | 5.2% |
| S | 40 | 4.7% |
| 4 | 40 | 4.7% |
| 3 | 40 | 4.7% |
| T | 36 | 4.2% |
| 1 | 36 | 4.2% |
| 5 | 36 | 4.2% |
| A | 36 | 4.2% |
| Other values (20) | 288 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 852 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 204 | |
| I | 52 | 6.1% |
| 2 | 44 | 5.2% |
| S | 40 | 4.7% |
| 4 | 40 | 4.7% |
| 3 | 40 | 4.7% |
| T | 36 | 4.2% |
| 1 | 36 | 4.2% |
| 5 | 36 | 4.2% |
| A | 36 | 4.2% |
| Other values (20) | 288 |
fecha
Categorical
High correlation 
| Distinct | 7 |
|---|---|
| Distinct (%) | 4.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 KiB |
| 23/2/2022 | |
|---|---|
| 4/5/2022 | |
| 23/8/2022 | |
| 31/10/2022 | |
| no midieron este día | 4 |
| Other values (2) | 3 |
Length
| Max length | 20 |
|---|---|
| Median length | 15.5 |
| Mean length | 9.2440476 |
| Min length | 8 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.6% |
Sample
| 1st row | 23/2/2022 |
|---|---|
| 2nd row | 23/2/2022 |
| 3rd row | 23/2/2022 |
| 4th row | 23/2/2022 |
| 5th row | 23/2/2022 |
Common Values
| Value | Count | Frequency (%) |
| 23/2/2022 | 42 | |
| 4/5/2022 | 42 | |
| 23/8/2022 | 42 | |
| 31/10/2022 | 35 | |
| no midieron este día | 4 | 2.4% |
| 31/10/0202 | 2 | 1.2% |
| no se midió | 1 | 0.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 23/2/2022 | 42 | |
| 4/5/2022 | 42 | |
| 23/8/2022 | 42 | |
| 31/10/2022 | 35 | |
| no | 5 | 2.7% |
| midieron | 4 | 2.2% |
| este | 4 | 2.2% |
| día | 4 | 2.2% |
| 31/10/0202 | 2 | 1.1% |
| se | 1 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 613 | |
| / | 326 | |
| 0 | 202 | 13.0% |
| 3 | 121 | 7.8% |
| 1 | 74 | 4.8% |
| 4 | 42 | 2.7% |
| 5 | 42 | 2.7% |
| 8 | 42 | 2.7% |
| 14 | 0.9% | |
| e | 13 | 0.8% |
| Other values (11) | 64 | 4.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1553 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2 | 613 | |
| / | 326 | |
| 0 | 202 | 13.0% |
| 3 | 121 | 7.8% |
| 1 | 74 | 4.8% |
| 4 | 42 | 2.7% |
| 5 | 42 | 2.7% |
| 8 | 42 | 2.7% |
| 14 | 0.9% | |
| e | 13 | 0.8% |
| Other values (11) | 64 | 4.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1553 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2 | 613 | |
| / | 326 | |
| 0 | 202 | 13.0% |
| 3 | 121 | 7.8% |
| 1 | 74 | 4.8% |
| 4 | 42 | 2.7% |
| 5 | 42 | 2.7% |
| 8 | 42 | 2.7% |
| 14 | 0.9% | |
| e | 13 | 0.8% |
| Other values (11) | 64 | 4.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1553 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2 | 613 | |
| / | 326 | |
| 0 | 202 | 13.0% |
| 3 | 121 | 7.8% |
| 1 | 74 | 4.8% |
| 4 | 42 | 2.7% |
| 5 | 42 | 2.7% |
| 8 | 42 | 2.7% |
| 14 | 0.9% | |
| e | 13 | 0.8% |
| Other values (11) | 64 | 4.1% |
año
Categorical
High correlation  Imbalance 
| Distinct | 3 |
|---|---|
| Distinct (%) | 1.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 KiB |
| 2022 | |
|---|---|
| no midieron este día | 4 |
| no se midió | 1 |
Length
| Max length | 20 |
|---|---|
| Median length | 4 |
| Mean length | 4.422619 |
| Min length | 4 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.6% |
Sample
| 1st row | 2022 |
|---|---|
| 2nd row | 2022 |
| 3rd row | 2022 |
| 4th row | 2022 |
| 5th row | 2022 |
Common Values
| Value | Count | Frequency (%) |
| 2022 | 163 | |
| no midieron este día | 4 | 2.4% |
| no se midió | 1 | 0.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2022 | 163 | |
| no | 5 | 2.7% |
| midieron | 4 | 2.2% |
| este | 4 | 2.2% |
| día | 4 | 2.2% |
| se | 1 | 0.5% |
| midió | 1 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 489 | |
| 0 | 163 | 21.9% |
| 14 | 1.9% | |
| e | 13 | 1.7% |
| i | 10 | 1.3% |
| o | 9 | 1.2% |
| n | 9 | 1.2% |
| d | 9 | 1.2% |
| m | 5 | 0.7% |
| s | 5 | 0.7% |
| Other values (5) | 17 | 2.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 743 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2 | 489 | |
| 0 | 163 | 21.9% |
| 14 | 1.9% | |
| e | 13 | 1.7% |
| i | 10 | 1.3% |
| o | 9 | 1.2% |
| n | 9 | 1.2% |
| d | 9 | 1.2% |
| m | 5 | 0.7% |
| s | 5 | 0.7% |
| Other values (5) | 17 | 2.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 743 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2 | 489 | |
| 0 | 163 | 21.9% |
| 14 | 1.9% | |
| e | 13 | 1.7% |
| i | 10 | 1.3% |
| o | 9 | 1.2% |
| n | 9 | 1.2% |
| d | 9 | 1.2% |
| m | 5 | 0.7% |
| s | 5 | 0.7% |
| Other values (5) | 17 | 2.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 743 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2 | 489 | |
| 0 | 163 | 21.9% |
| 14 | 1.9% | |
| e | 13 | 1.7% |
| i | 10 | 1.3% |
| o | 9 | 1.2% |
| n | 9 | 1.2% |
| d | 9 | 1.2% |
| m | 5 | 0.7% |
| s | 5 | 0.7% |
| Other values (5) | 17 | 2.3% |
campaña
Categorical
High correlation 
| Distinct | 6 |
|---|---|
| Distinct (%) | 3.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 KiB |
| Verano | |
|---|---|
| otoño | |
| invierno | |
| Primavera | |
| no midieron este día | 4 |
Length
| Max length | 20 |
|---|---|
| Median length | 10 |
| Mean length | 7.2738095 |
| Min length | 5 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.6% |
Sample
| 1st row | Verano |
|---|---|
| 2nd row | Verano |
| 3rd row | Verano |
| 4th row | Verano |
| 5th row | Verano |
Common Values
| Value | Count | Frequency (%) |
| Verano | 42 | |
| otoño | 42 | |
| invierno | 42 | |
| Primavera | 37 | |
| no midieron este día | 4 | 2.4% |
| no se midió | 1 | 0.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| verano | 42 | |
| otoño | 42 | |
| invierno | 42 | |
| primavera | 37 | |
| no | 5 | 2.7% |
| midieron | 4 | 2.2% |
| este | 4 | 2.2% |
| día | 4 | 2.2% |
| se | 1 | 0.5% |
| midió | 1 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 219 | |
| r | 162 | |
| n | 135 | |
| e | 134 | |
| i | 131 | |
| a | 120 | |
| v | 79 | 6.5% |
| t | 46 | 3.8% |
| V | 42 | 3.4% |
| ñ | 42 | 3.4% |
| Other values (7) | 112 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1222 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 219 | |
| r | 162 | |
| n | 135 | |
| e | 134 | |
| i | 131 | |
| a | 120 | |
| v | 79 | 6.5% |
| t | 46 | 3.8% |
| V | 42 | 3.4% |
| ñ | 42 | 3.4% |
| Other values (7) | 112 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1222 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 219 | |
| r | 162 | |
| n | 135 | |
| e | 134 | |
| i | 131 | |
| a | 120 | |
| v | 79 | 6.5% |
| t | 46 | 3.8% |
| V | 42 | 3.4% |
| ñ | 42 | 3.4% |
| Other values (7) | 112 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1222 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 219 | |
| r | 162 | |
| n | 135 | |
| e | 134 | |
| i | 131 | |
| a | 120 | |
| v | 79 | 6.5% |
| t | 46 | 3.8% |
| V | 42 | 3.4% |
| ñ | 42 | 3.4% |
| Other values (7) | 112 |
tem_agua
Real number (ℝ)
High correlation  Missing 
| Distinct | 91 |
|---|---|
| Distinct (%) | 62.8% |
| Missing | 23 |
| Missing (%) | 13.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.823655 |
| Minimum | 6 |
|---|---|
| Maximum | 27.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 6 |
|---|---|
| 5-th percentile | 10 |
| Q1 | 14.6 |
| median | 17.9 |
| Q3 | 20.4 |
| 95-th percentile | 25.78 |
| Maximum | 27.4 |
| Range | 21.4 |
| Interquartile range (IQR) | 5.8 |
Descriptive statistics
| Standard deviation | 4.8486881 |
|---|---|
| Coefficient of variation (CV) | 0.27203669 |
| Kurtosis | -0.40385925 |
| Mean | 17.823655 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -0.073431926 |
| Sum | 2584.43 |
| Variance | 23.509776 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10 | 7 | 4.2% |
| 20 | 6 | 3.6% |
| 18.6 | 5 | 3.0% |
| 18.5 | 5 | 3.0% |
| 17 | 4 | 2.4% |
| 23 | 3 | 1.8% |
| 17.1 | 3 | 1.8% |
| 15.6 | 3 | 1.8% |
| 24.7 | 3 | 1.8% |
| 18.2 | 3 | 1.8% |
| Other values (81) | 103 | |
| (Missing) | 23 | 13.7% |
| Value | Count | Frequency (%) |
| 6 | 1 | 0.6% |
| 7 | 2 | 1.2% |
| 8 | 2 | 1.2% |
| 9 | 1 | 0.6% |
| 10 | 7 | |
| 10.01 | 1 | 0.6% |
| 11 | 1 | 0.6% |
| 11.01 | 1 | 0.6% |
| 12 | 1 | 0.6% |
| 12.7 | 2 | 1.2% |
| Value | Count | Frequency (%) |
| 27.4 | 1 | |
| 27 | 1 | |
| 26.5 | 1 | |
| 26.3 | 1 | |
| 26.1 | 2 | |
| 26 | 1 | |
| 25.8 | 1 | |
| 25.7 | 1 | |
| 25.4 | 2 | |
| 25.2 | 1 |
tem_aire
Real number (ℝ)
High correlation  Missing 
| Distinct | 29 |
|---|---|
| Distinct (%) | 20.1% |
| Missing | 24 |
| Missing (%) | 14.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.793056 |
| Minimum | 4 |
|---|---|
| Maximum | 27 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 4 |
|---|---|
| 5-th percentile | 8 |
| Q1 | 13 |
| median | 14 |
| Q3 | 19 |
| 95-th percentile | 25.2 |
| Maximum | 27 |
| Range | 23 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 5.1243509 |
|---|---|
| Coefficient of variation (CV) | 0.32446862 |
| Kurtosis | -0.25796949 |
| Mean | 15.793056 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.47535054 |
| Sum | 2274.2 |
| Variance | 26.258972 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 14 | 25 | |
| 13 | 15 | 8.9% |
| 12 | 12 | 7.1% |
| 16 | 11 | 6.5% |
| 17 | 9 | 5.4% |
| 15 | 7 | 4.2% |
| 27 | 6 | 3.6% |
| 22 | 6 | 3.6% |
| 8 | 5 | 3.0% |
| 23 | 5 | 3.0% |
| Other values (19) | 43 | |
| (Missing) | 24 |
| Value | Count | Frequency (%) |
| 4 | 1 | 0.6% |
| 5 | 1 | 0.6% |
| 6 | 1 | 0.6% |
| 7 | 1 | 0.6% |
| 8 | 5 | |
| 9 | 3 | 1.8% |
| 10 | 5 | |
| 11 | 4 | 2.4% |
| 12 | 12 | |
| 12.3 | 1 | 0.6% |
| Value | Count | Frequency (%) |
| 27 | 6 | |
| 26 | 1 | 0.6% |
| 25.2 | 3 | |
| 25 | 1 | 0.6% |
| 23.3 | 5 | |
| 23 | 5 | |
| 22.2 | 2 | 1.2% |
| 22 | 6 | |
| 21 | 2 | 1.2% |
| 20 | 4 |
od
Real number (ℝ)
High correlation  Missing 
| Distinct | 126 |
|---|---|
| Distinct (%) | 95.5% |
| Missing | 36 |
| Missing (%) | 21.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.7473485 |
| Minimum | 0.36 |
|---|---|
| Maximum | 17.61 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 0.36 |
|---|---|
| 5-th percentile | 2.0035 |
| Q1 | 5.065 |
| median | 6.65 |
| Q3 | 8.58 |
| 95-th percentile | 10.943 |
| Maximum | 17.61 |
| Range | 17.25 |
| Interquartile range (IQR) | 3.515 |
Descriptive statistics
| Standard deviation | 2.8357637 |
|---|---|
| Coefficient of variation (CV) | 0.42027823 |
| Kurtosis | 0.85228892 |
| Mean | 6.7473485 |
| Median Absolute Deviation (MAD) | 1.74 |
| Skewness | 0.2222464 |
| Sum | 890.65 |
| Variance | 8.0415555 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5.3 | 2 | 1.2% |
| 4.28 | 2 | 1.2% |
| 7.85 | 2 | 1.2% |
| 9 | 2 | 1.2% |
| 7 | 2 | 1.2% |
| 5.36 | 2 | 1.2% |
| 1.5 | 1 | 0.6% |
| 6.3 | 1 | 0.6% |
| 4.49 | 1 | 0.6% |
| 3.85 | 1 | 0.6% |
| Other values (116) | 116 | |
| (Missing) | 36 | 21.4% |
| Value | Count | Frequency (%) |
| 0.36 | 1 | |
| 0.45 | 1 | |
| 1.02 | 1 | |
| 1.13 | 1 | |
| 1.39 | 1 | |
| 1.5 | 1 | |
| 1.8 | 1 | |
| 2.17 | 1 | |
| 2.22 | 1 | |
| 2.25 | 1 |
| Value | Count | Frequency (%) |
| 17.61 | 1 | |
| 12.84 | 1 | |
| 12.15 | 1 | |
| 12 | 1 | |
| 11.82 | 1 | |
| 11.05 | 1 | |
| 11.02 | 1 | |
| 10.88 | 1 | |
| 10.83 | 1 | |
| 10.6 | 1 |
ph
Real number (ℝ)
High correlation  Missing 
| Distinct | 91 |
|---|---|
| Distinct (%) | 81.2% |
| Missing | 56 |
| Missing (%) | 33.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.57 |
| Minimum | 5 |
|---|---|
| Maximum | 10.02 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 6.5355 |
| Q1 | 7.075 |
| median | 7.485 |
| Q3 | 8.0025 |
| 95-th percentile | 8.884 |
| Maximum | 10.02 |
| Range | 5.02 |
| Interquartile range (IQR) | 0.9275 |
Descriptive statistics
| Standard deviation | 0.7703632 |
|---|---|
| Coefficient of variation (CV) | 0.10176528 |
| Kurtosis | 1.5189961 |
| Mean | 7.57 |
| Median Absolute Deviation (MAD) | 0.475 |
| Skewness | 0.42013799 |
| Sum | 847.84 |
| Variance | 0.59345946 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7.4 | 6 | 3.6% |
| 7.6 | 4 | 2.4% |
| 7.76 | 3 | 1.8% |
| 7.3 | 3 | 1.8% |
| 7.99 | 3 | 1.8% |
| 7.5 | 2 | 1.2% |
| 7.8 | 2 | 1.2% |
| 7.12 | 2 | 1.2% |
| 8.11 | 2 | 1.2% |
| 6.76 | 2 | 1.2% |
| Other values (81) | 83 | |
| (Missing) | 56 |
| Value | Count | Frequency (%) |
| 5 | 1 | |
| 6.2 | 1 | |
| 6.37 | 1 | |
| 6.39 | 1 | |
| 6.48 | 1 | |
| 6.53 | 1 | |
| 6.54 | 1 | |
| 6.56 | 2 | |
| 6.59 | 1 | |
| 6.66 | 1 |
| Value | Count | Frequency (%) |
| 10.02 | 1 | |
| 9.98 | 1 | |
| 9.39 | 1 | |
| 9.16 | 1 | |
| 9.01 | 1 | |
| 8.95 | 1 | |
| 8.83 | 1 | |
| 8.81 | 1 | |
| 8.62 | 1 | |
| 8.59 | 1 |
olores
Boolean
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 300.0 B |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 120 | |
| True | 48 | 28.6% |
color
Boolean
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 300.0 B |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 119 | |
| True | 49 |
espumas
Boolean
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 300.0 B |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 127 | |
| True | 41 | 24.4% |
mat_susp
Boolean
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 300.0 B |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 106 | |
| True | 62 |
| Distinct | 90 |
|---|---|
| Distinct (%) | 53.9% |
| Missing | 1 |
| Missing (%) | 0.6% |
| Memory size | 1.4 KiB |
Length
| Max length | 20 |
|---|---|
| Median length | 11 |
| Mean length | 5.1197605 |
| Min length | 2 |
Unique
| Unique | 52 ? |
|---|---|
| Unique (%) | 31.1% |
Sample
| 1st row | 2200 |
|---|---|
| 2nd row | 1200 |
| 3rd row | 1800 |
| 4th row | 1400 |
| 5th row | 1100 |
| Value | Count | Frequency (%) |
| no | 14 | 7.0% |
| se | 10 | 5.0% |
| midió | 10 | 5.0% |
| 20000 | 6 | 3.0% |
| 1400 | 5 | 2.5% |
| 1000 | 5 | 2.5% |
| 1800 | 5 | 2.5% |
| 900 | 4 | 2.0% |
| 3000 | 4 | 2.0% |
| 40000 | 4 | 2.0% |
| Other values (84) | 132 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 420 | |
| 1 | 57 | 6.7% |
| 2 | 45 | 5.3% |
| 32 | 3.7% | |
| 6 | 28 | 3.3% |
| i | 28 | 3.3% |
| 4 | 25 | 2.9% |
| 5 | 23 | 2.7% |
| e | 22 | 2.6% |
| 3 | 22 | 2.6% |
| Other values (13) | 153 | 17.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 855 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 420 | |
| 1 | 57 | 6.7% |
| 2 | 45 | 5.3% |
| 32 | 3.7% | |
| 6 | 28 | 3.3% |
| i | 28 | 3.3% |
| 4 | 25 | 2.9% |
| 5 | 23 | 2.7% |
| e | 22 | 2.6% |
| 3 | 22 | 2.6% |
| Other values (13) | 153 | 17.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 855 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 420 | |
| 1 | 57 | 6.7% |
| 2 | 45 | 5.3% |
| 32 | 3.7% | |
| 6 | 28 | 3.3% |
| i | 28 | 3.3% |
| 4 | 25 | 2.9% |
| 5 | 23 | 2.7% |
| e | 22 | 2.6% |
| 3 | 22 | 2.6% |
| Other values (13) | 153 | 17.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 855 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 420 | |
| 1 | 57 | 6.7% |
| 2 | 45 | 5.3% |
| 32 | 3.7% | |
| 6 | 28 | 3.3% |
| i | 28 | 3.3% |
| 4 | 25 | 2.9% |
| 5 | 23 | 2.7% |
| e | 22 | 2.6% |
| 3 | 22 | 2.6% |
| Other values (13) | 153 | 17.9% |
| Distinct | 79 |
|---|---|
| Distinct (%) | 47.3% |
| Missing | 1 |
| Missing (%) | 0.6% |
| Memory size | 1.4 KiB |
Length
| Max length | 20 |
|---|---|
| Median length | 11 |
| Mean length | 4.0239521 |
| Min length | 1 |
Unique
| Unique | 50 ? |
|---|---|
| Unique (%) | 29.9% |
Sample
| 1st row | 100 |
|---|---|
| 2nd row | 200 |
| 3rd row | 200 |
| 4th row | 100 |
| 5th row | 100 |
| Value | Count | Frequency (%) |
| 100 | 17 | 8.5% |
| 200 | 15 | 7.5% |
| no | 14 | 7.0% |
| se | 10 | 5.0% |
| midió | 10 | 5.0% |
| 300 | 6 | 3.0% |
| 600 | 5 | 2.5% |
| 500 | 4 | 2.0% |
| 1000 | 4 | 2.0% |
| 10000 | 4 | 2.0% |
| Other values (73) | 110 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 273 | |
| 1 | 55 | 8.2% |
| 2 | 36 | 5.4% |
| 32 | 4.8% | |
| i | 28 | 4.2% |
| 3 | 28 | 4.2% |
| 5 | 25 | 3.7% |
| 6 | 24 | 3.6% |
| e | 22 | 3.3% |
| n | 18 | 2.7% |
| Other values (13) | 131 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 672 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 273 | |
| 1 | 55 | 8.2% |
| 2 | 36 | 5.4% |
| 32 | 4.8% | |
| i | 28 | 4.2% |
| 3 | 28 | 4.2% |
| 5 | 25 | 3.7% |
| 6 | 24 | 3.6% |
| e | 22 | 3.3% |
| n | 18 | 2.7% |
| Other values (13) | 131 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 672 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 273 | |
| 1 | 55 | 8.2% |
| 2 | 36 | 5.4% |
| 32 | 4.8% | |
| i | 28 | 4.2% |
| 3 | 28 | 4.2% |
| 5 | 25 | 3.7% |
| 6 | 24 | 3.6% |
| e | 22 | 3.3% |
| n | 18 | 2.7% |
| Other values (13) | 131 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 672 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 273 | |
| 1 | 55 | 8.2% |
| 2 | 36 | 5.4% |
| 32 | 4.8% | |
| i | 28 | 4.2% |
| 3 | 28 | 4.2% |
| 5 | 25 | 3.7% |
| 6 | 24 | 3.6% |
| e | 22 | 3.3% |
| n | 18 | 2.7% |
| Other values (13) | 131 |
| Distinct | 86 |
|---|---|
| Distinct (%) | 51.5% |
| Missing | 1 |
| Missing (%) | 0.6% |
| Memory size | 1.4 KiB |
Length
| Max length | 20 |
|---|---|
| Median length | 3 |
| Mean length | 3.7305389 |
| Min length | 1 |
Unique
| Unique | 49 ? |
|---|---|
| Unique (%) | 29.3% |
Sample
| 1st row | 130 |
|---|---|
| 2nd row | 400 |
| 3rd row | 580 |
| 4th row | 300 |
| 5th row | 370 |
| Value | Count | Frequency (%) |
| no | 14 | 7.0% |
| se | 10 | 5.0% |
| midió | 10 | 5.0% |
| 100 | 7 | 3.5% |
| 300 | 6 | 3.0% |
| 10 | 6 | 3.0% |
| 50 | 6 | 3.0% |
| 1500 | 5 | 2.5% |
| 20 | 5 | 2.5% |
| 2 | 5 | 2.5% |
| Other values (80) | 125 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 187 | |
| 1 | 53 | 8.5% |
| 5 | 38 | 6.1% |
| 2 | 36 | 5.8% |
| 32 | 5.1% | |
| 3 | 29 | 4.7% |
| i | 28 | 4.5% |
| 4 | 26 | 4.2% |
| e | 22 | 3.5% |
| 6 | 21 | 3.4% |
| Other values (13) | 151 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 623 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 187 | |
| 1 | 53 | 8.5% |
| 5 | 38 | 6.1% |
| 2 | 36 | 5.8% |
| 32 | 5.1% | |
| 3 | 29 | 4.7% |
| i | 28 | 4.5% |
| 4 | 26 | 4.2% |
| e | 22 | 3.5% |
| 6 | 21 | 3.4% |
| Other values (13) | 151 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 623 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 187 | |
| 1 | 53 | 8.5% |
| 5 | 38 | 6.1% |
| 2 | 36 | 5.8% |
| 32 | 5.1% | |
| 3 | 29 | 4.7% |
| i | 28 | 4.5% |
| 4 | 26 | 4.2% |
| e | 22 | 3.5% |
| 6 | 21 | 3.4% |
| Other values (13) | 151 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 623 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 187 | |
| 1 | 53 | 8.5% |
| 5 | 38 | 6.1% |
| 2 | 36 | 5.8% |
| 32 | 5.1% | |
| 3 | 29 | 4.7% |
| i | 28 | 4.5% |
| 4 | 26 | 4.2% |
| e | 22 | 3.5% |
| 6 | 21 | 3.4% |
| Other values (13) | 151 |
nitrato_mg_l
Text
| Distinct | 87 |
|---|---|
| Distinct (%) | 51.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 KiB |
Length
| Max length | 20 |
|---|---|
| Median length | 3 |
| Mean length | 3.9404762 |
| Min length | 1 |
Unique
| Unique | 39 ? |
|---|---|
| Unique (%) | 23.2% |
Sample
| 1st row | 2.9 |
|---|---|
| 2nd row | 3.3 |
| 3rd row | 6.5 |
| 4th row | 7.4 |
| 5th row | 8.8 |
| Value | Count | Frequency (%) |
| no | 14 | 7.0% |
| se | 10 | 5.0% |
| midió | 10 | 5.0% |
| 3.3 | 5 | 2.5% |
| 1.9 | 4 | 2.0% |
| 5.1 | 4 | 2.0% |
| 5.9 | 4 | 2.0% |
| 3.7 | 4 | 2.0% |
| 3.9 | 4 | 2.0% |
| midieron | 4 | 2.0% |
| Other values (81) | 137 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 141 | |
| 1 | 60 | 9.1% |
| 2 | 47 | 7.1% |
| 3 | 46 | 6.9% |
| 6 | 33 | 5.0% |
| 32 | 4.8% | |
| 5 | 31 | 4.7% |
| 4 | 30 | 4.5% |
| i | 28 | 4.2% |
| 8 | 25 | 3.8% |
| Other values (15) | 189 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 662 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| . | 141 | |
| 1 | 60 | 9.1% |
| 2 | 47 | 7.1% |
| 3 | 46 | 6.9% |
| 6 | 33 | 5.0% |
| 32 | 4.8% | |
| 5 | 31 | 4.7% |
| 4 | 30 | 4.5% |
| i | 28 | 4.2% |
| 8 | 25 | 3.8% |
| Other values (15) | 189 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 662 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| . | 141 | |
| 1 | 60 | 9.1% |
| 2 | 47 | 7.1% |
| 3 | 46 | 6.9% |
| 6 | 33 | 5.0% |
| 32 | 4.8% | |
| 5 | 31 | 4.7% |
| 4 | 30 | 4.5% |
| i | 28 | 4.2% |
| 8 | 25 | 3.8% |
| Other values (15) | 189 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 662 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| . | 141 | |
| 1 | 60 | 9.1% |
| 2 | 47 | 7.1% |
| 3 | 46 | 6.9% |
| 6 | 33 | 5.0% |
| 32 | 4.8% | |
| 5 | 31 | 4.7% |
| 4 | 30 | 4.5% |
| i | 28 | 4.2% |
| 8 | 25 | 3.8% |
| Other values (15) | 189 |
nh4_mg_l
Text
| Distinct | 87 |
|---|---|
| Distinct (%) | 51.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 KiB |
Length
| Max length | 20 |
|---|---|
| Median length | 11 |
| Mean length | 4.422619 |
| Min length | 1 |
Unique
| Unique | 54 ? |
|---|---|
| Unique (%) | 32.1% |
Sample
| 1st row | 0.42 |
|---|---|
| 2nd row | 0.51 |
| 3rd row | 0.05 |
| 4th row | 1 |
| 5th row | 0.049 |
| Value | Count | Frequency (%) |
| 0.05 | 18 | 9.0% |
| no | 14 | 7.0% |
| 0.049 | 12 | 6.0% |
| se | 10 | 5.0% |
| midió | 10 | 5.0% |
| 0.1 | 5 | 2.5% |
| 0.41 | 5 | 2.5% |
| 2 | 5 | 2.5% |
| 1 | 4 | 2.0% |
| midieron | 4 | 2.0% |
| Other values (80) | 113 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 138 | |
| 0 | 134 | |
| 1 | 54 | 7.3% |
| 5 | 41 | 5.5% |
| 2 | 36 | 4.8% |
| 4 | 34 | 4.6% |
| 32 | 4.3% | |
| 9 | 30 | 4.0% |
| i | 28 | 3.8% |
| 3 | 24 | 3.2% |
| Other values (15) | 192 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 743 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| . | 138 | |
| 0 | 134 | |
| 1 | 54 | 7.3% |
| 5 | 41 | 5.5% |
| 2 | 36 | 4.8% |
| 4 | 34 | 4.6% |
| 32 | 4.3% | |
| 9 | 30 | 4.0% |
| i | 28 | 3.8% |
| 3 | 24 | 3.2% |
| Other values (15) | 192 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 743 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| . | 138 | |
| 0 | 134 | |
| 1 | 54 | 7.3% |
| 5 | 41 | 5.5% |
| 2 | 36 | 4.8% |
| 4 | 34 | 4.6% |
| 32 | 4.3% | |
| 9 | 30 | 4.0% |
| i | 28 | 3.8% |
| 3 | 24 | 3.2% |
| Other values (15) | 192 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 743 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| . | 138 | |
| 0 | 134 | |
| 1 | 54 | 7.3% |
| 5 | 41 | 5.5% |
| 2 | 36 | 4.8% |
| 4 | 34 | 4.6% |
| 32 | 4.3% | |
| 9 | 30 | 4.0% |
| i | 28 | 3.8% |
| 3 | 24 | 3.2% |
| Other values (15) | 192 |
p_total_l_mg_l
Unsupported
Rejected  Unsupported 
| Missing | 0 |
|---|---|
| Missing (%) | 0.0% |
| Memory size | 1.4 KiB |
fosf_ortofos_mg_l
Unsupported
Rejected  Unsupported 
| Missing | 0 |
|---|---|
| Missing (%) | 0.0% |
| Memory size | 1.4 KiB |
dbo_mg_l
Real number (ℝ)
High correlation  Missing 
| Distinct | 51 |
|---|---|
| Distinct (%) | 58.0% |
| Missing | 80 |
| Missing (%) | 47.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.0659091 |
| Minimum | 1.9 |
|---|---|
| Maximum | 42 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 1.9 |
|---|---|
| 5-th percentile | 1.9 |
| Q1 | 3.5 |
| median | 5.55 |
| Q3 | 9.325 |
| 95-th percentile | 15.65 |
| Maximum | 42 |
| Range | 40.1 |
| Interquartile range (IQR) | 5.825 |
Descriptive statistics
| Standard deviation | 5.6715439 |
|---|---|
| Coefficient of variation (CV) | 0.80266302 |
| Kurtosis | 15.813389 |
| Mean | 7.0659091 |
| Median Absolute Deviation (MAD) | 2.6 |
| Skewness | 3.114005 |
| Sum | 621.8 |
| Variance | 32.166411 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1.9 | 10 | 6.0% |
| 12 | 5 | 3.0% |
| 5.8 | 3 | 1.8% |
| 14 | 3 | 1.8% |
| 11 | 3 | 1.8% |
| 5.2 | 3 | 1.8% |
| 5 | 3 | 1.8% |
| 9.4 | 3 | 1.8% |
| 6.5 | 3 | 1.8% |
| 3.5 | 2 | 1.2% |
| Other values (41) | 50 | |
| (Missing) | 80 |
| Value | Count | Frequency (%) |
| 1.9 | 10 | |
| 2 | 1 | 0.6% |
| 2.3 | 1 | 0.6% |
| 2.4 | 2 | 1.2% |
| 2.5 | 2 | 1.2% |
| 2.6 | 1 | 0.6% |
| 2.8 | 1 | 0.6% |
| 3.1 | 1 | 0.6% |
| 3.3 | 1 | 0.6% |
| 3.4 | 1 | 0.6% |
| Value | Count | Frequency (%) |
| 42 | 1 | 0.6% |
| 21 | 1 | 0.6% |
| 18 | 2 | 1.2% |
| 16 | 1 | 0.6% |
| 15 | 1 | 0.6% |
| 14 | 3 | |
| 12 | 5 | |
| 11 | 3 | |
| 10 | 2 | 1.2% |
| 9.4 | 3 |
dqo_mg_l
Real number (ℝ)
High correlation  Missing 
| Distinct | 47 |
|---|---|
| Distinct (%) | 49.0% |
| Missing | 72 |
| Missing (%) | 42.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51.302083 |
| Minimum | 29 |
|---|---|
| Maximum | 180 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 29 |
|---|---|
| 5-th percentile | 29 |
| Q1 | 29 |
| median | 41.5 |
| Q3 | 64.25 |
| 95-th percentile | 91 |
| Maximum | 180 |
| Range | 151 |
| Interquartile range (IQR) | 35.25 |
Descriptive statistics
| Standard deviation | 26.944043 |
|---|---|
| Coefficient of variation (CV) | 0.52520369 |
| Kurtosis | 5.3700302 |
| Mean | 51.302083 |
| Median Absolute Deviation (MAD) | 12.5 |
| Skewness | 1.9123341 |
| Sum | 4925 |
| Variance | 725.98147 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 29 | 27 | 16.1% |
| 39 | 4 | 2.4% |
| 48 | 3 | 1.8% |
| 33 | 3 | 1.8% |
| 30 | 3 | 1.8% |
| 36 | 3 | 1.8% |
| 46 | 2 | 1.2% |
| 34 | 2 | 1.2% |
| 63 | 2 | 1.2% |
| 54 | 2 | 1.2% |
| Other values (37) | 45 | |
| (Missing) | 72 |
| Value | Count | Frequency (%) |
| 29 | 27 | |
| 30 | 3 | 1.8% |
| 31 | 1 | 0.6% |
| 32 | 2 | 1.2% |
| 33 | 3 | 1.8% |
| 34 | 2 | 1.2% |
| 35 | 1 | 0.6% |
| 36 | 3 | 1.8% |
| 37 | 1 | 0.6% |
| 39 | 4 | 2.4% |
| Value | Count | Frequency (%) |
| 180 | 1 | |
| 135 | 1 | |
| 130 | 1 | |
| 110 | 1 | |
| 94 | 1 | |
| 90 | 1 | |
| 89 | 1 | |
| 88 | 1 | |
| 84 | 1 | |
| 82 | 2 |
turbiedad_ntu
Real number (ℝ)
High correlation  Missing 
| Distinct | 56 |
|---|---|
| Distinct (%) | 37.6% |
| Missing | 19 |
| Missing (%) | 11.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.240268 |
| Minimum | 2.5 |
|---|---|
| Maximum | 130 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 2.5 |
|---|---|
| 5-th percentile | 10.4 |
| Q1 | 18 |
| median | 28 |
| Q3 | 45 |
| 95-th percentile | 85 |
| Maximum | 130 |
| Range | 127.5 |
| Interquartile range (IQR) | 27 |
Descriptive statistics
| Standard deviation | 24.106259 |
|---|---|
| Coefficient of variation (CV) | 0.68405437 |
| Kurtosis | 1.4221911 |
| Mean | 35.240268 |
| Median Absolute Deviation (MAD) | 11 |
| Skewness | 1.3000315 |
| Sum | 5250.8 |
| Variance | 581.11175 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 12 | 7 | 4.2% |
| 45 | 6 | 3.6% |
| 19 | 6 | 3.6% |
| 22 | 6 | 3.6% |
| 90 | 5 | 3.0% |
| 17 | 5 | 3.0% |
| 28 | 5 | 3.0% |
| 23 | 5 | 3.0% |
| 26 | 5 | 3.0% |
| 13 | 5 | 3.0% |
| Other values (46) | 94 | |
| (Missing) | 19 | 11.3% |
| Value | Count | Frequency (%) |
| 2.5 | 1 | 0.6% |
| 3.3 | 1 | 0.6% |
| 4.1 | 1 | 0.6% |
| 6 | 1 | 0.6% |
| 7.5 | 1 | 0.6% |
| 8.9 | 1 | 0.6% |
| 9.3 | 1 | 0.6% |
| 10 | 1 | 0.6% |
| 11 | 2 | 1.2% |
| 12 | 7 |
| Value | Count | Frequency (%) |
| 130 | 1 | 0.6% |
| 110 | 1 | 0.6% |
| 90 | 5 | |
| 85 | 2 | 1.2% |
| 84 | 1 | 0.6% |
| 80 | 2 | 1.2% |
| 75 | 3 | |
| 71 | 1 | 0.6% |
| 70 | 3 | |
| 67 | 1 | 0.6% |
hidr_deriv_petr_ug_l
Unsupported
Missing  Rejected  Unsupported 
| Missing | 168 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 1.4 KiB |
cr_total_mg_l
Real number (ℝ)
High correlation  Missing 
| Distinct | 23 |
|---|---|
| Distinct (%) | 62.2% |
| Missing | 131 |
| Missing (%) | 78.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.1137676 |
| Minimum | 0.005 |
|---|---|
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 0.005 |
|---|---|
| 5-th percentile | 0.00508 |
| Q1 | 0.0064 |
| median | 0.0082 |
| Q3 | 5 |
| 95-th percentile | 8.4 |
| Maximum | 12 |
| Range | 11.995 |
| Interquartile range (IQR) | 4.9936 |
Descriptive statistics
| Standard deviation | 3.474852 |
|---|---|
| Coefficient of variation (CV) | 1.643914 |
| Kurtosis | 0.63241462 |
| Mean | 2.1137676 |
| Median Absolute Deviation (MAD) | 0.0022 |
| Skewness | 1.3536248 |
| Sum | 78.2094 |
| Variance | 12.074596 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.007 | 5 | 3.0% |
| 6 | 4 | 2.4% |
| 0.006 | 3 | 1.8% |
| 0.011 | 2 | 1.2% |
| 7 | 2 | 1.2% |
| 0.0061 | 2 | 1.2% |
| 0.005 | 2 | 1.2% |
| 5 | 2 | 1.2% |
| 0.009 | 1 | 0.6% |
| 0.01 | 1 | 0.6% |
| Other values (13) | 13 | 7.7% |
| (Missing) | 131 |
| Value | Count | Frequency (%) |
| 0.005 | 2 | 1.2% |
| 0.0051 | 1 | 0.6% |
| 0.006 | 3 | |
| 0.0061 | 2 | 1.2% |
| 0.0062 | 1 | 0.6% |
| 0.0064 | 1 | 0.6% |
| 0.0069 | 1 | 0.6% |
| 0.007 | 5 | |
| 0.0079 | 1 | 0.6% |
| 0.008 | 1 | 0.6% |
| Value | Count | Frequency (%) |
| 12 | 1 | 0.6% |
| 10 | 1 | 0.6% |
| 8 | 1 | 0.6% |
| 7 | 2 | |
| 6 | 4 | |
| 5 | 2 | |
| 0.02 | 1 | 0.6% |
| 0.015 | 1 | 0.6% |
| 0.011 | 2 | |
| 0.01 | 1 | 0.6% |
cd_total_mg_l
Unsupported
Missing  Rejected  Unsupported 
| Missing | 168 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 1.4 KiB |
clorofila_a_ug_l
Real number (ℝ)
High correlation  Missing  Zeros 
| Distinct | 67 |
|---|---|
| Distinct (%) | 88.2% |
| Missing | 92 |
| Missing (%) | 54.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 524.40263 |
| Minimum | 0 |
|---|---|
| Maximum | 6410 |
| Zeros | 5 |
| Zeros (%) | 3.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2.85 |
| median | 45.05 |
| Q3 | 451.1 |
| 95-th percentile | 2600 |
| Maximum | 6410 |
| Range | 6410 |
| Interquartile range (IQR) | 448.25 |
Descriptive statistics
| Standard deviation | 1106.7598 |
|---|---|
| Coefficient of variation (CV) | 2.1105154 |
| Kurtosis | 12.687999 |
| Mean | 524.40263 |
| Median Absolute Deviation (MAD) | 44.9 |
| Skewness | 3.3179342 |
| Sum | 39854.6 |
| Variance | 1224917.3 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 5 | 3.0% |
| 0.3 | 3 | 1.8% |
| 350 | 2 | 1.2% |
| 0.2 | 2 | 1.2% |
| 0.6 | 2 | 1.2% |
| 70.8 | 1 | 0.6% |
| 20.7 | 1 | 0.6% |
| 130.2 | 1 | 0.6% |
| 42.1 | 1 | 0.6% |
| 140.8 | 1 | 0.6% |
| Other values (57) | 57 | |
| (Missing) | 92 |
| Value | Count | Frequency (%) |
| 0 | 5 | |
| 0.1 | 1 | 0.6% |
| 0.2 | 2 | 1.2% |
| 0.3 | 3 | |
| 0.4 | 1 | 0.6% |
| 0.5 | 1 | 0.6% |
| 0.6 | 2 | 1.2% |
| 0.7 | 1 | 0.6% |
| 0.8 | 1 | 0.6% |
| 1 | 1 | 0.6% |
| Value | Count | Frequency (%) |
| 6410 | 1 | |
| 4650 | 1 | |
| 3590 | 1 | |
| 2900 | 1 | |
| 2500 | 1 | |
| 2130 | 1 | |
| 1960 | 1 | |
| 1730 | 1 | |
| 1400 | 1 | |
| 1290 | 1 |
microcistina_ug_l
Real number (ℝ)
High correlation  Missing 
| Distinct | 6 |
|---|---|
| Distinct (%) | 85.7% |
| Missing | 161 |
| Missing (%) | 95.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.68 |
| Minimum | 0.19 |
|---|---|
| Maximum | 1.67 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 0.19 |
|---|---|
| 5-th percentile | 0.193 |
| Q1 | 0.25 |
| median | 0.4 |
| Q3 | 1 |
| 95-th percentile | 1.469 |
| Maximum | 1.67 |
| Range | 1.48 |
| Interquartile range (IQR) | 0.75 |
Descriptive statistics
| Standard deviation | 0.55949382 |
|---|---|
| Coefficient of variation (CV) | 0.82278503 |
| Kurtosis | -0.069460209 |
| Mean | 0.68 |
| Median Absolute Deviation (MAD) | 0.21 |
| Skewness | 0.97357994 |
| Sum | 4.76 |
| Variance | 0.31303333 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 2 | 1.2% |
| 0.2 | 1 | 0.6% |
| 0.4 | 1 | 0.6% |
| 0.3 | 1 | 0.6% |
| 1.67 | 1 | 0.6% |
| 0.19 | 1 | 0.6% |
| (Missing) | 161 |
| Value | Count | Frequency (%) |
| 0.19 | 1 | |
| 0.2 | 1 | |
| 0.3 | 1 | |
| 0.4 | 1 | |
| 1 | 2 | |
| 1.67 | 1 |
| Value | Count | Frequency (%) |
| 1.67 | 1 | |
| 1 | 2 | |
| 0.4 | 1 | |
| 0.3 | 1 | |
| 0.2 | 1 | |
| 0.19 | 1 |
ica
Real number (ℝ)
High correlation  Missing 
| Distinct | 38 |
|---|---|
| Distinct (%) | 24.7% |
| Missing | 14 |
| Missing (%) | 8.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 44.071429 |
| Minimum | 23 |
|---|---|
| Maximum | 76 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 23 |
|---|---|
| 5-th percentile | 33 |
| Q1 | 38 |
| median | 42 |
| Q3 | 50 |
| 95-th percentile | 59.35 |
| Maximum | 76 |
| Range | 53 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 8.9487335 |
|---|---|
| Coefficient of variation (CV) | 0.20305068 |
| Kurtosis | 0.32568788 |
| Mean | 44.071429 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.65752044 |
| Sum | 6787 |
| Variance | 80.079832 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 40 | 13 | 7.7% |
| 42 | 10 | 6.0% |
| 37 | 10 | 6.0% |
| 36 | 9 | 5.4% |
| 38 | 8 | 4.8% |
| 45 | 7 | 4.2% |
| 39 | 7 | 4.2% |
| 41 | 7 | 4.2% |
| 46 | 7 | 4.2% |
| 55 | 6 | 3.6% |
| Other values (28) | 70 | |
| (Missing) | 14 | 8.3% |
| Value | Count | Frequency (%) |
| 23 | 1 | 0.6% |
| 25 | 1 | 0.6% |
| 29 | 2 | 1.2% |
| 31 | 1 | 0.6% |
| 32 | 2 | 1.2% |
| 33 | 4 | 2.4% |
| 34 | 3 | 1.8% |
| 35 | 5 | |
| 36 | 9 | |
| 37 | 10 |
| Value | Count | Frequency (%) |
| 76 | 1 | 0.6% |
| 67 | 1 | 0.6% |
| 64 | 1 | 0.6% |
| 62 | 1 | 0.6% |
| 61 | 2 | 1.2% |
| 60 | 2 | 1.2% |
| 59 | 5 | |
| 58 | 4 | |
| 57 | 1 | 0.6% |
| 56 | 2 | 1.2% |
calidad_de_agua
Categorical
High correlation  Missing 
| Distinct | 3 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 14 |
| Missing (%) | 8.3% |
| Memory size | 1.4 KiB |
| Extremadamente deteriorada | |
|---|---|
| Muy deteriorada | |
| Deteriorada | 2 |
Length
| Max length | 26 |
|---|---|
| Median length | 26 |
| Mean length | 21.519481 |
| Min length | 11 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Muy deteriorada |
|---|---|
| 2nd row | Extremadamente deteriorada |
| 3rd row | Muy deteriorada |
| 4th row | Muy deteriorada |
| 5th row | Extremadamente deteriorada |
Common Values
| Value | Count | Frequency (%) |
| Extremadamente deteriorada | 92 | |
| Muy deteriorada | 60 | |
| Deteriorada | 2 | 1.2% |
| (Missing) | 14 | 8.3% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| deteriorada | 154 | |
| extremadamente | 92 | |
| muy | 60 | 19.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 584 | |
| a | 492 | |
| r | 400 | |
| d | 398 | |
| t | 338 | |
| m | 184 | 5.6% |
| i | 154 | 4.6% |
| o | 154 | 4.6% |
| 152 | 4.6% | |
| E | 92 | 2.8% |
| Other values (6) | 366 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3314 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 584 | |
| a | 492 | |
| r | 400 | |
| d | 398 | |
| t | 338 | |
| m | 184 | 5.6% |
| i | 154 | 4.6% |
| o | 154 | 4.6% |
| 152 | 4.6% | |
| E | 92 | 2.8% |
| Other values (6) | 366 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3314 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 584 | |
| a | 492 | |
| r | 400 | |
| d | 398 | |
| t | 338 | |
| m | 184 | 5.6% |
| i | 154 | 4.6% |
| o | 154 | 4.6% |
| 152 | 4.6% | |
| E | 92 | 2.8% |
| Other values (6) | 366 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3314 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 584 | |
| a | 492 | |
| r | 400 | |
| d | 398 | |
| t | 338 | |
| m | 184 | 5.6% |
| i | 154 | 4.6% |
| o | 154 | 4.6% |
| 152 | 4.6% | |
| E | 92 | 2.8% |
| Other values (6) | 366 |
Interactions
Correlations
| año | calidad_de_agua | campaña | clorofila_a_ug_l | codigo | color | cr_total_mg_l | dbo_mg_l | dqo_mg_l | espumas | fecha | ica | mat_susp | microcistina_ug_l | od | olores | ph | sitios | tem_agua | tem_aire | turbiedad_ntu | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| año | 1.000 | 1.000 | 0.991 | 1.000 | 0.000 | 0.251 | 1.000 | 1.000 | 1.000 | 0.289 | 0.988 | 1.000 | 0.202 | 1.000 | 1.000 | 0.255 | 1.000 | 0.000 | 1.000 | 1.000 | 1.000 |
| calidad_de_agua | 1.000 | 1.000 | 0.135 | 0.000 | 0.258 | 0.135 | 0.189 | 0.035 | 0.000 | 0.144 | 0.110 | 0.977 | 0.194 | 0.000 | 0.167 | 0.196 | 0.000 | 0.258 | 0.180 | 0.100 | 0.000 |
| campaña | 0.991 | 0.135 | 1.000 | 0.333 | 0.000 | 0.225 | 0.461 | 0.205 | 0.377 | 0.320 | 0.997 | 0.287 | 0.249 | 0.387 | 0.130 | 0.278 | 0.106 | 0.000 | 0.677 | 0.536 | 0.317 |
| clorofila_a_ug_l | 1.000 | 0.000 | 0.333 | 1.000 | 0.000 | 0.000 | -0.495 | 0.527 | 0.261 | 0.000 | 0.244 | -0.510 | 0.000 | 0.316 | 0.201 | 0.000 | 0.187 | 0.000 | -0.521 | 0.003 | -0.119 |
| codigo | 0.000 | 0.258 | 0.000 | 0.000 | 1.000 | 0.432 | 0.000 | 0.134 | 0.000 | 0.481 | 0.000 | 0.000 | 0.425 | 1.000 | 0.162 | 0.378 | 0.176 | 1.000 | 0.000 | 0.000 | 0.066 |
| color | 0.251 | 0.135 | 0.225 | 0.000 | 0.432 | 1.000 | 0.073 | 0.000 | 0.000 | 0.839 | 0.226 | 0.161 | 0.660 | 0.200 | 0.259 | 0.825 | 0.031 | 0.432 | 0.134 | 0.387 | 0.087 |
| cr_total_mg_l | 1.000 | 0.189 | 0.461 | -0.495 | 0.000 | 0.073 | 1.000 | 0.214 | 0.092 | 0.114 | 0.461 | -0.070 | 0.118 | NaN | 0.143 | 0.094 | -0.077 | 0.000 | 0.127 | -0.491 | -0.060 |
| dbo_mg_l | 1.000 | 0.035 | 0.205 | 0.527 | 0.134 | 0.000 | 0.214 | 1.000 | 0.196 | 0.000 | 0.205 | -0.476 | 0.000 | 1.000 | 0.216 | 0.044 | 0.253 | 0.134 | -0.233 | -0.229 | -0.254 |
| dqo_mg_l | 1.000 | 0.000 | 0.377 | 0.261 | 0.000 | 0.000 | 0.092 | 0.196 | 1.000 | 0.000 | 0.377 | -0.277 | 0.000 | 0.505 | 0.036 | 0.000 | 0.042 | 0.000 | -0.519 | -0.455 | 0.249 |
| espumas | 0.289 | 0.144 | 0.320 | 0.000 | 0.481 | 0.839 | 0.114 | 0.000 | 0.000 | 1.000 | 0.322 | 0.086 | 0.698 | 1.000 | 0.159 | 0.851 | 0.000 | 0.481 | 0.252 | 0.414 | 0.165 |
| fecha | 0.988 | 0.110 | 0.997 | 0.244 | 0.000 | 0.226 | 0.461 | 0.205 | 0.377 | 0.322 | 1.000 | 0.234 | 0.266 | 0.387 | 0.089 | 0.277 | 0.106 | 0.000 | 0.583 | 0.599 | 0.250 |
| ica | 1.000 | 0.977 | 0.287 | -0.510 | 0.000 | 0.161 | -0.070 | -0.476 | -0.277 | 0.086 | 0.234 | 1.000 | 0.200 | 0.118 | 0.258 | 0.278 | 0.029 | 0.000 | 0.320 | 0.044 | 0.246 |
| mat_susp | 0.202 | 0.194 | 0.249 | 0.000 | 0.425 | 0.660 | 0.118 | 0.000 | 0.000 | 0.698 | 0.266 | 0.200 | 1.000 | 0.775 | 0.285 | 0.674 | 0.200 | 0.425 | 0.220 | 0.335 | 0.150 |
| microcistina_ug_l | 1.000 | 0.000 | 0.387 | 0.316 | 1.000 | 0.200 | NaN | 1.000 | 0.505 | 1.000 | 0.387 | 0.118 | 0.775 | 1.000 | -0.126 | 1.000 | 0.406 | 1.000 | -0.054 | 0.091 | -0.072 |
| od | 1.000 | 0.167 | 0.130 | 0.201 | 0.162 | 0.259 | 0.143 | 0.216 | 0.036 | 0.159 | 0.089 | 0.258 | 0.285 | -0.126 | 1.000 | 0.152 | 0.605 | 0.162 | -0.279 | -0.147 | 0.222 |
| olores | 0.255 | 0.196 | 0.278 | 0.000 | 0.378 | 0.825 | 0.094 | 0.044 | 0.000 | 0.851 | 0.277 | 0.278 | 0.674 | 1.000 | 0.152 | 1.000 | 0.234 | 0.378 | 0.024 | 0.457 | 0.194 |
| ph | 1.000 | 0.000 | 0.106 | 0.187 | 0.176 | 0.031 | -0.077 | 0.253 | 0.042 | 0.000 | 0.106 | 0.029 | 0.200 | 0.406 | 0.605 | 0.234 | 1.000 | 0.176 | -0.243 | -0.171 | 0.025 |
| sitios | 0.000 | 0.258 | 0.000 | 0.000 | 1.000 | 0.432 | 0.000 | 0.134 | 0.000 | 0.481 | 0.000 | 0.000 | 0.425 | 1.000 | 0.162 | 0.378 | 0.176 | 1.000 | 0.000 | 0.000 | 0.066 |
| tem_agua | 1.000 | 0.180 | 0.677 | -0.521 | 0.000 | 0.134 | 0.127 | -0.233 | -0.519 | 0.252 | 0.583 | 0.320 | 0.220 | -0.054 | -0.279 | 0.024 | -0.243 | 0.000 | 1.000 | 0.713 | -0.070 |
| tem_aire | 1.000 | 0.100 | 0.536 | 0.003 | 0.000 | 0.387 | -0.491 | -0.229 | -0.455 | 0.414 | 0.599 | 0.044 | 0.335 | 0.091 | -0.147 | 0.457 | -0.171 | 0.000 | 0.713 | 1.000 | -0.154 |
| turbiedad_ntu | 1.000 | 0.000 | 0.317 | -0.119 | 0.066 | 0.087 | -0.060 | -0.254 | 0.249 | 0.165 | 0.250 | 0.246 | 0.150 | -0.072 | 0.222 | 0.194 | 0.025 | 0.066 | -0.070 | -0.154 | 1.000 |
Missing values
Sample
| sitios | codigo | fecha | año | campaña | tem_agua | tem_aire | od | ph | olores | color | espumas | mat_susp | colif_fecales_ufc_100ml | escher_coli_ufc_100ml | enteroc_ufc_100ml | nitrato_mg_l | nh4_mg_l | p_total_l_mg_l | fosf_ortofos_mg_l | dbo_mg_l | dqo_mg_l | turbiedad_ntu | hidr_deriv_petr_ug_l | cr_total_mg_l | cd_total_mg_l | clorofila_a_ug_l | microcistina_ug_l | ica | calidad_de_agua | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Canal Villanueva y Río Luján | TI001 | 23/2/2022 | 2022 | Verano | 24.5 | 23.3 | 5.30 | 6.56 | False | False | False | True | 2200 | 100 | 130 | 2.9 | 0.42 | 0.23 | 0.15 | 6.2 | 29.0 | 90.0 | NaN | NaN | NaN | NaN | NaN | 55.0 | Muy deteriorada |
| 1 | Río Lujan y Arroyo Caraguatá | TI006 | 23/2/2022 | 2022 | Verano | 25.4 | 23.3 | 2.25 | 6.56 | True | True | False | False | 1200 | 200 | 400 | 3.3 | 0.51 | 0.41 | 0.35 | 5.8 | 29.0 | 34.0 | NaN | NaN | NaN | NaN | NaN | 42.0 | Extremadamente deteriorada |
| 2 | Canal Aliviador y Río Lujan | TI002 | 23/2/2022 | 2022 | Verano | 24.6 | 23.3 | 2.94 | 6.59 | False | True | False | False | 1800 | 200 | 580 | 6.5 | 0.05 | 0.59 | 0.54 | 1.9 | 29.0 | 17.0 | NaN | NaN | NaN | NaN | 0.2 | 45.0 | Muy deteriorada |
| 3 | Río Carapachay y Arroyo Gallo Fiambre | TI003 | 23/2/2022 | 2022 | Verano | 25.2 | 23.3 | 2.22 | 7.45 | True | True | False | False | 1400 | 100 | 300 | 7.4 | 1 | 0.38 | 0.4 | 5.8 | 29.0 | 23.0 | NaN | NaN | NaN | NaN | NaN | 46.0 | Muy deteriorada |
| 4 | Río Reconquista y Río Lujan | TI004 | 23/2/2022 | 2022 | Verano | 24.1 | 20.0 | 1.02 | 6.39 | False | True | False | True | 1100 | 100 | 370 | 8.8 | 0.049 | 0.55 | 0.54 | 2.6 | 59.0 | 18.0 | NaN | NaN | NaN | NaN | NaN | 44.0 | Extremadamente deteriorada |
| 5 | Rio Tigre 100m antes del Rio Luján | TI005 | 23/2/2022 | 2022 | Verano | 24.9 | 23.3 | 3.50 | 6.53 | False | False | False | True | 3200 | 200 | 750 | 4.4 | 3.5 | 1.1 | 0.91 | 3.9 | 130.0 | 8.9 | NaN | NaN | NaN | NaN | NaN | 40.0 | Extremadamente deteriorada |
| 6 | Río Lujan y Canal San Fernando | TI007 | 23/2/2022 | 2022 | Verano | 24.5 | 20.0 | 1.50 | 6.54 | False | True | False | True | 18000 | 1500 | 100 | 5.6 | 2 | 0.73 | 0.6 | 3.5 | 42.0 | 12.0 | NaN | NaN | NaN | NaN | 0.4 | 35.0 | Extremadamente deteriorada |
| 7 | Río Capitán y Río San Antonio | TI008 | 23/2/2022 | 2022 | Verano | 24.5 | 21.0 | 6.30 | 6.48 | False | True | False | False | 1000 | 200 | 1200 | 3.1 | 0.049 | 0.17 | 0.16 | 5.5 | 69.0 | 90.0 | NaN | NaN | NaN | NaN | NaN | 46.0 | Muy deteriorada |
| 8 | Arroyo Abra Vieja y Santa Rosa | TI009 | 23/2/2022 | 2022 | Verano | 23.4 | 21.0 | 4.49 | 6.76 | False | False | False | False | 400 | 100 | 220 | 1.9 | 0.1 | 0.21 | 0.19 | 1.9 | 29.0 | 39.0 | NaN | NaN | NaN | NaN | NaN | 58.0 | Muy deteriorada |
| 9 | Del Arca | SF015 | 23/2/2022 | 2022 | Verano | 21.5 | 23.0 | 3.85 | 6.66 | False | False | False | True | 2200 | 100 | 270 | 5.4 | 0.049 | 0.28 | 0.39 | 1.9 | 29.0 | 28.0 | NaN | NaN | NaN | NaN | NaN | 51.0 | Muy deteriorada |
| sitios | codigo | fecha | año | campaña | tem_agua | tem_aire | od | ph | olores | color | espumas | mat_susp | colif_fecales_ufc_100ml | escher_coli_ufc_100ml | enteroc_ufc_100ml | nitrato_mg_l | nh4_mg_l | p_total_l_mg_l | fosf_ortofos_mg_l | dbo_mg_l | dqo_mg_l | turbiedad_ntu | hidr_deriv_petr_ug_l | cr_total_mg_l | cd_total_mg_l | clorofila_a_ug_l | microcistina_ug_l | ica | calidad_de_agua | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | Boca Cerrada (Res.Nat. Punta Lara) | EN-extra | 31/10/2022 | 2022 | Primavera | NaN | 10.0 | NaN | NaN | False | False | False | False | 150 | 100 | 30 | 6.2 | 0.14 | 0.60 | 0.38 | NaN | 72.0 | 39.0 | NaN | 10.0 | NaN | 74.2 | NaN | 41.0 | Extremadamente deteriorada |
| 159 | Camping Eva Perón | EN081 | 31/10/2022 | 2022 | Primavera | 16.0 | 7.0 | 11.05 | NaN | False | False | False | False | 210 | 80 | 90 | 5.9 | 0.15 | 0.36 | 0.21 | NaN | 33.0 | 31.0 | NaN | NaN | NaN | 36.5 | 0.19 | 38.0 | Extremadamente deteriorada |
| 160 | Toma de agua Club de Pesca | EN082 | 31/10/2022 | 2022 | Primavera | 17.2 | 6.0 | 8.38 | NaN | False | False | False | False | 95 | 35 | 50 | 5.7 | 0.41 | 0.29 | 0.23 | NaN | 46.0 | 26.0 | NaN | NaN | NaN | 29.4 | NaN | 41.0 | Extremadamente deteriorada |
| 161 | Arroyo El Gato | EN083 | 31/10/0202 | 2022 | Primavera | 18.0 | 4.0 | 7.36 | NaN | False | False | False | False | 800 | 700 | 220 | 5.4 | 2.3 | 0.36 | 0.23 | NaN | NaN | 23.0 | NaN | NaN | NaN | 16.7 | NaN | 37.0 | Extremadamente deteriorada |
| 162 | Ensenada Prefectura Isla Santiago | EN084 | 31/10/0202 | 2022 | Primavera | 17.1 | 5.0 | 8.98 | NaN | False | False | False | False | 130 | 30 | 45 | 6.1 | 0.4 | 0.24 | 0.24 | NaN | NaN | 39.0 | NaN | NaN | NaN | 0.6 | NaN | 54.0 | Muy deteriorada |
| 163 | Balneario Palo Blanco | BS092 | 31/10/2022 | 2022 | Primavera | 10.0 | 12.0 | NaN | NaN | False | False | False | True | 800 | 600 | 400 | 6.9 | 0.38 | 0.24 | 0.24 | NaN | NaN | 23.0 | NaN | NaN | NaN | 2.1 | NaN | 43.0 | Extremadamente deteriorada |
| 164 | Diagonal 66 (descarga cloaca) | BS095 | 31/10/2022 | 2022 | Primavera | 10.0 | 12.0 | NaN | NaN | False | True | False | True | 80000 | 80000 | 12000 | 5.2 | 1.2 | 30.12 | 0.39 | NaN | 31.0 | 18.2 | NaN | NaN | NaN | 20.2 | NaN | 37.0 | Extremadamente deteriorada |
| 165 | Playa La Bagliardi | BS091 | 31/10/2022 | 2022 | Primavera | 10.0 | 12.0 | NaN | NaN | False | False | False | True | 1400 | 1000 | 380 | 4.6 | 0.8 | 0.45 | 0.43 | NaN | NaN | 40.0 | NaN | NaN | NaN | 0.2 | NaN | 49.0 | Muy deteriorada |
| 166 | Balneario Municipal | BS094 | 31/10/2022 | 2022 | Primavera | 10.0 | 12.0 | NaN | NaN | False | False | False | True | 1800 | 1500 | 500 | 5.2 | 0.55 | 0.27 | 0.27 | NaN | 39.0 | 90.0 | NaN | 5.0 | NaN | 10.5 | NaN | 39.0 | Extremadamente deteriorada |
| 167 | Playa La Balandra | BS093 | 31/10/2022 | 2022 | Primavera | 10.0 | 12.0 | NaN | NaN | False | False | False | True | 900 | 600 | 480 | 5.1 | 0.21 | 0.48 | 0.35 | NaN | NaN | 70.0 | NaN | 5.0 | NaN | 48.0 | NaN | 34.0 | Extremadamente deteriorada |